The hidden cost of bias in AI training data
Bias in AI training data doesn't show up in a demo. It shows up after launch, in your users. Here's where it actually comes from and how to catch it early.
6 min read
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Notes on training data that holds up in the real world
Representation, intent validation, and what buyers should actually be asking annotation vendors.
What is RLHF? A plain guide for buyers evaluating vendors
Every annotation vendor mentions RLHF. Here's what it actually means, why it matters for your model, and the questions worth asking before you sign a contract.
7 min read
Read article How Tier 2 cities annotate differently, and why it matters
Same task, same guidelines, different city, different result. Here's what we learned running annotation across five Indian states, and why it changes how models perform.
6 min read
Read article Want this applied to your own training data?
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